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Research

My research consists of the use of human-centered artificial intelligence (AI) to develop novel digital diagnostics, screening tools, therapeutics, and interventions for a wide range of health conditions that I or my trainees care about.

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Human-In-The-Loop AI for Diagnostics

My lab is studying how humans and AI can work together to achieve diagnostic outcomes that would not be possible or feasible using just AI or humans, respectively. We are applying these methods in psychiatry and behavioral sciences.

Personalized AI for Interventions and Therapeutics

We are developing AI models that are optimized to make repeat predictions about an individual using data from consumer devices such as wearables. 

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Human-Centered AI

We are developing methods for fairness, privacy, and explainability as they relate to healthcare AI using a variety of data modalities, including electronic health records and radiology imaging.

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